diff --git a/onnxoptimizer/passes/fuse_consecutive_squeezes.h b/onnxoptimizer/passes/fuse_consecutive_squeezes.h
index 1a3018b0b..ea05a7b1a 100644
--- a/onnxoptimizer/passes/fuse_consecutive_squeezes.h
+++ b/onnxoptimizer/passes/fuse_consecutive_squeezes.h
@@ -44,6 +44,10 @@ struct FuseConsecutiveSqueezes final : public PredicateBasedPass {
         !GetValueFromAttrOrInput(n, kaxes, 1, axes_2)) {
       return false;
     }
+    if (std::any_of(axes_1.begin(), axes_1.end(), [](int64_t v) { return v < 0; }) ||
+        std::any_of(axes_2.begin(), axes_2.end(), [](int64_t v) { return v < 0; })) {
+      return false;
+    }
 
     std::vector<int64_t> &ret = composed_axes;
     ret.clear();
diff --git a/onnxoptimizer/test/optimizer_test.py b/onnxoptimizer/test/optimizer_test.py
index 7336d873c..940177137 100644
--- a/onnxoptimizer/test/optimizer_test.py
+++ b/onnxoptimizer/test/optimizer_test.py
@@ -2872,6 +2872,18 @@ def test_fuse_consecutive_squeezes_multi_uses(self):  # type: () -> None
             if init.name == optimized_model.graph.node[2].input[1]:
                 assert list(to_array(init)) == [0, 1, 4, 5, 6]
 
+    def test_fuse_consecutive_squeezes_negative_axes(self):  # type: () -> None
+        graph = parser.parse_graph("""
+           agraph (float[5, 7, 1, 1] X) => (float[5, 7] Z)
+           {
+              Axes = Constant<value=int64[1]{-1}> ()
+              Y = Squeeze (X, Axes)
+              Z = Squeeze (Y, Axes)
+           }
+        """)
+        optimized_model = self._optimized(graph, ["fuse_consecutive_squeezes"])
+        assert len(optimized_model.graph.node) == 3
+
     @pytest.mark.xfail
     def test_fuse_consecutive_softmax_log_axis(self):  # type: () -> None
         for axis in range(3):